Pandas Profiling Report

Dataset statistics

Number of variables	40
Number of observations	608161
Missing cells	14544217
Missing cells (%)	59.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	185.6 MiB
Average record size in memory	320.0 B

Variable types

Categorical	37
Numeric	3

Alerts

`url` has a high cardinality: 6600 distinct values	High cardinality
`date` has a high cardinality: 1060 distinct values	High cardinality
`awayplay` has a high cardinality: 111977 distinct values	High cardinality
`awayscore` has a high cardinality: 542 distinct values	High cardinality
`hometeam` has a high cardinality: 162 distinct values	High cardinality
`homeplay` has a high cardinality: 108871 distinct values	High cardinality
`homescore` has a high cardinality: 544 distinct values	High cardinality
`shooter` has a high cardinality: 1113 distinct values	High cardinality
`assister` has a high cardinality: 878 distinct values	High cardinality
`blocker` has a high cardinality: 742 distinct values	High cardinality
`fouler` has a high cardinality: 944 distinct values	High cardinality
`fouled` has a high cardinality: 867 distinct values	High cardinality
`rebounder` has a high cardinality: 936 distinct values	High cardinality
`violationplayer` has a high cardinality: 346 distinct values	High cardinality
`freethrowshooter` has a high cardinality: 873 distinct values	High cardinality
`entergame` has a high cardinality: 969 distinct values	High cardinality
`leavegame` has a high cardinality: 887 distinct values	High cardinality
`turnoverplayer` has a high cardinality: 845 distinct values	High cardinality
`turnovertype` has a high cardinality: 453 distinct values	High cardinality
`turnovercauser` has a high cardinality: 766 distinct values	High cardinality
`jumpballawayplayer` has a high cardinality: 559 distinct values	High cardinality
`jumpballhomeplayer` has a high cardinality: 398 distinct values	High cardinality
`jumpballposs` has a high cardinality: 473 distinct values	High cardinality
`location` is highly correlated with `time` and 2 other fields	High correlation
`time` is highly correlated with `location` and 2 other fields	High correlation
`winningteam` is highly correlated with `location` and 3 other fields	High correlation
`awayteam` is highly correlated with `winningteam` and 1 other fields	High correlation
`shottype` is highly correlated with `shotdist`	High correlation
`shotdist` is highly correlated with `shottype`	High correlation
`timeoutteam` is highly correlated with `location` and 3 other fields	High correlation
`awayplay` has 301043 (49.5%) missing values	Missing
`homeplay` has 305494 (50.2%) missing values	Missing
`shooter` has 376103 (61.8%) missing values	Missing
`shottype` has 379466 (62.4%) missing values	Missing
`shotoutcome` has 379466 (62.4%) missing values	Missing
`shotdist` has 379466 (62.4%) missing values	Missing
`assister` has 546664 (89.9%) missing values	Missing
`blocker` has 595235 (97.9%) missing values	Missing
`foultype` has 552823 (90.9%) missing values	Missing
`fouler` has 552823 (90.9%) missing values	Missing
`fouled` has 556053 (91.4%) missing values	Missing
`rebounder` has 470175 (77.3%) missing values	Missing
`reboundtype` has 470175 (77.3%) missing values	Missing
`violationplayer` has 605996 (99.6%) missing values	Missing
`violationtype` has 605996 (99.6%) missing values	Missing
`timeoutteam` has 592310 (97.4%) missing values	Missing
`freethrowshooter` has 547711 (90.1%) missing values	Missing
`freethrowoutcome` has 547711 (90.1%) missing values	Missing
`freethrownum` has 547711 (90.1%) missing values	Missing
`entergame` has 547406 (90.0%) missing values	Missing
`leavegame` has 547406 (90.0%) missing values	Missing
`turnoverplayer` has 574146 (94.4%) missing values	Missing
`turnovertype` has 570756 (93.8%) missing values	Missing
`turnovercause` has 587928 (96.7%) missing values	Missing
`turnovercauser` has 587928 (96.7%) missing values	Missing
`jumpballawayplayer` has 602617 (99.1%) missing values	Missing
`jumpballhomeplayer` has 605980 (99.6%) missing values	Missing
`jumpballposs` has 605980 (99.6%) missing values	Missing
`secleft` has 12196 (2.0%) zeros	Zeros
`shotdist` has 14631 (2.4%) zeros	Zeros

Reproduction

Analysis started	2022-01-05 23:21:09.209276
Analysis finished	2022-01-05 23:24:11.027799
Duration	3 minutes and 1.82 second
Software version	pandas-profiling v3.1.0
Download configuration	config.json

url
Categorical

HIGH CARDINALITY

Distinct	6600
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

/boxscores/201611230PHI.html	140
/boxscores/201510300ORL.html	136
/boxscores/201905030POR.html	130
/boxscores/201812260BRK.html	130
/boxscores/202001100WAS.html	129
Other values (6595)	607496

Length

Max length	28
Median length	28
Mean length	28
Min length	28

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	/boxscores/202012220BRK.html
2nd row	/boxscores/202012220BRK.html
3rd row	/boxscores/202012220BRK.html
4th row	/boxscores/202012220BRK.html
5th row	/boxscores/202012220BRK.html

Common Values

Value	Count	Frequency (%)
/boxscores/201611230PHI.html	140	< 0.1%
/boxscores/201510300ORL.html	136	< 0.1%
/boxscores/201905030POR.html	130	< 0.1%
/boxscores/201812260BRK.html	130	< 0.1%
/boxscores/202001100WAS.html	129	< 0.1%
/boxscores/202001040SAC.html	129	< 0.1%
/boxscores/201703230BRK.html	129	< 0.1%
/boxscores/201701290ATL.html	129	< 0.1%
/boxscores/201612280ATL.html	129	< 0.1%
/boxscores/201512300SAC.html	128	< 0.1%
Other values (6590)	606852	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
boxscores/201611230phi.html	140	< 0.1%
boxscores/201510300orl.html	136	< 0.1%
boxscores/201905030por.html	130	< 0.1%
boxscores/201812260brk.html	130	< 0.1%
boxscores/202001100was.html	129	< 0.1%
boxscores/202001040sac.html	129	< 0.1%
boxscores/201703230brk.html	129	< 0.1%
boxscores/201701290atl.html	129	< 0.1%
boxscores/201612280atl.html	129	< 0.1%
boxscores/201512300sac.html	128	< 0.1%
Other values (6590)	606852	99.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

gametype
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

regular	570400
playoff	37761

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	regular
2nd row	regular
3rd row	regular
4th row	regular
5th row	regular

Common Values

Value	Count	Frequency (%)
regular	570400	93.8%
playoff	37761	6.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
regular	570400	93.8%
playoff	37761	6.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

location
Categorical

HIGH CORRELATION

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

STAPLES Center Los Angeles California	38959
TD Garden Boston Massachusetts	21366
Toyota Center Houston Texas	21205
Quicken Loans Arena Cleveland Ohio	21010
Moda Center Portland Oregon	20511
Other values (42)	485110

Length

Max length	49
Median length	36
Mean length	35.82076128
Min length	26

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Barclays Center Brooklyn New York
2nd row	Barclays Center Brooklyn New York
3rd row	Barclays Center Brooklyn New York
4th row	Barclays Center Brooklyn New York
5th row	Barclays Center Brooklyn New York

Common Values

Value	Count	Frequency (%)
STAPLES Center Los Angeles California	38959	6.4%
TD Garden Boston Massachusetts	21366	3.5%
Toyota Center Houston Texas	21205	3.5%
Quicken Loans Arena Cleveland Ohio	21010	3.5%
Moda Center Portland Oregon	20511	3.4%
Chesapeake Energy Arena Oklahoma City Oklahoma	20509	3.4%
Wells Fargo Center Philadelphia Pennsylvania	20470	3.4%
FedEx Forum Memphis Tennessee	19593	3.2%
AT&T Center San Antonio Texas	19530	3.2%
Barclays Center Brooklyn New York	19415	3.2%
Other values (37)	385593	63.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
center	307261	10.0%
arena	187410	6.1%
california	80518	2.6%
new	75802	2.5%
texas	59467	1.9%
york	56699	1.8%
florida	54219	1.8%
city	41507	1.4%
oklahoma	41018	1.3%
garden	40008	1.3%
Other values (135)	2125131	69.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

date
Categorical

HIGH CARDINALITY

Distinct	1060
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

November 25 2016	1406
October 28 2015	1405
November 27 2019	1317
December 28 2019	1309
April 12 2017	1303
Other values (1055)	601421

Length

Max length	17
Median length	15
Mean length	14.58722772
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	December 22 2020
2nd row	December 22 2020
3rd row	December 22 2020
4th row	December 22 2020
5th row	December 22 2020

Common Values

Value	Count	Frequency (%)
November 25 2016	1406	0.2%
October 28 2015	1405	0.2%
November 27 2019	1317	0.2%
December 28 2019	1309	0.2%
April 12 2017	1303	0.2%
November 21 2018	1300	0.2%
January 20 2020	1291	0.2%
April 7 2019	1291	0.2%
November 29 2019	1290	0.2%
February 19 2016	1273	0.2%
Other values (1050)	594976	97.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2016	122088	6.7%
2017	121946	6.7%
2018	120233	6.6%
2019	119335	6.5%
january	115621	6.3%
december	109515	6.0%
november	101423	5.6%
march	91798	5.0%
february	75883	4.2%
2020	66345	3.6%
Other values (40)	780296	42.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

time
Categorical

HIGH CORRELATION

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

8:00 PM	138649
7:00 PM	111986
7:30 PM	85335
10:30 PM	57910
9:00 PM	55259
Other values (20)	159022

Length

Max length	8
Median length	7
Mean length	7.153995406
Min length	7

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	7:00 PM
2nd row	7:00 PM
3rd row	7:00 PM
4th row	7:00 PM
5th row	7:00 PM

Common Values

Value	Count	Frequency (%)
8:00 PM	138649	22.8%
7:00 PM	111986	18.4%
7:30 PM	85335	14.0%
10:30 PM	57910	9.5%
9:00 PM	55259	9.1%
8:30 PM	38250	6.3%
10:00 PM	32322	5.3%
6:00 PM	21328	3.5%
3:30 PM	16209	2.7%
9:30 PM	13313	2.2%
Other values (15)	37600	6.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pm	608161	50.0%
8:00	138649	11.4%
7:00	111986	9.2%
7:30	85335	7.0%
10:30	57910	4.8%
9:00	55259	4.5%
8:30	38250	3.1%
10:00	32322	2.7%
6:00	21328	1.8%
3:30	16209	1.3%
Other values (16)	50913	4.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

winningteam
Categorical

HIGH CORRELATION

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

GSW	31230
TOR	29432
BOS	27496
HOU	26946
LAC	25348
Other values (25)	467709

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BRK
2nd row	BRK
3rd row	BRK
4th row	BRK
5th row	BRK

Common Values

Value	Count	Frequency (%)
GSW	31230	5.1%
TOR	29432	4.8%
BOS	27496	4.5%
HOU	26946	4.4%
LAC	25348	4.2%
SAS	25250	4.2%
OKC	25192	4.1%
MIL	24722	4.1%
UTA	23416	3.9%
POR	22541	3.7%
Other values (20)	346588	57.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
gsw	31230	5.1%
tor	29432	4.8%
bos	27496	4.5%
hou	26946	4.4%
lac	25348	4.2%
sas	25250	4.2%
okc	25192	4.1%
mil	24722	4.1%
uta	23416	3.9%
por	22541	3.7%
Other values (20)	346588	57.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

quarter
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.542834874

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.138156343
Coefficient of variation (CV)	0.447593493
Kurtosis	-1.203029441
Mean	2.542834874
Median Absolute Deviation (MAD)	1
Skewness	0.0385575324
Sum	1546453
Variance	1.295399862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	156497	25.7%
2	154211	25.4%
3	147424	24.2%
1	145278	23.9%
5	4168	0.7%
6	474	0.1%
7	63	< 0.1%
8	46	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	145278	23.9%
2	154211	25.4%
3	147424	24.2%
4	156497	25.7%
5	4168	0.7%
6	474	0.1%
7	63	< 0.1%
8	46	< 0.1%

Value	Count	Frequency (%)
8	46	< 0.1%
7	63	< 0.1%
6	474	0.1%
5	4168	0.7%
4	156497	25.7%
3	147424	24.2%
2	154211	25.4%
1	145278	23.9%

secleft
Real number (ℝ_≥0)

ZEROS

Distinct	721
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	330.7428247

Minimum	0
Maximum	720
Zeros	12196
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	152
median	325
Q3	506
95-th percentile	667
Maximum	720
Range	720
Interquartile range (IQR)	354

Descriptive statistics

Standard deviation	207.5229994
Coefficient of variation (CV)	0.6274452049
Kurtosis	-1.169206404
Mean	330.7428247
Median Absolute Deviation (MAD)	177
Skewness	0.08676519337
Sum	201144887
Variance	43065.79528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12196	2.0%
1	2800	0.5%
2	1976	0.3%
3	1652	0.3%
720	1426	0.2%
4	1397	0.2%
5	1363	0.2%
30	1300	0.2%
32	1293	0.2%
33	1290	0.2%
Other values (711)	581468	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12196	2.0%
1	2800	0.5%
2	1976	0.3%
3	1652	0.3%
4	1397	0.2%
5	1363	0.2%
6	1207	0.2%
7	1197	0.2%
8	1009	0.2%
9	959	0.2%

Value	Count	Frequency (%)
720	1426	0.2%
719	4	< 0.1%
718	5	< 0.1%
717	7	< 0.1%
716	11	< 0.1%
715	16	< 0.1%
714	26	< 0.1%
713	48	< 0.1%
712	88	< 0.1%
711	149	< 0.1%

awayteam
Categorical

HIGH CORRELATION

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

GSW	22417
BOS	22195
TOR	21957
OKC	21605
HOU	21362
Other values (25)	498625

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GSW
2nd row	GSW
3rd row	GSW
4th row	GSW
5th row	GSW

Common Values

Value	Count	Frequency (%)
GSW	22417	3.7%
BOS	22195	3.6%
TOR	21957	3.6%
OKC	21605	3.6%
HOU	21362	3.5%
POR	21313	3.5%
PHI	21134	3.5%
UTA	21010	3.5%
CLE	20977	3.4%
MIL	20923	3.4%
Other values (20)	393268	64.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
gsw	22417	3.7%
bos	22195	3.6%
tor	21957	3.6%
okc	21605	3.6%
hou	21362	3.5%
por	21313	3.5%
phi	21134	3.5%
uta	21010	3.5%
cle	20977	3.4%
mil	20923	3.4%
Other values (20)	393268	64.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

awayplay
Categorical

HIGH CARDINALITY
MISSING

Distinct	111977
Distinct (%)	36.5%
Missing	301043
Missing (%)	49.5%
Memory size	4.6 MiB

Offensive rebound by Team	7946
Defensive rebound by Team	2807
End of 3rd quarter	1342
End of Game	1324
End of 1st quarter	1308
Other values (111972)	292391

Length

Max length	82
Median length	39
Mean length	39.78287824
Min length	11

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	81752 ?
Unique (%)	26.6%

Sample

1st row	Turnover by K. Oubre (offensive foul)
2nd row	S. Curry misses 3-pt jump shot from 25 ft
3rd row	S. Curry makes 2-pt jump shot from 23 ft
4th row	Offensive rebound by K. Oubre
5th row	Offensive rebound by K. Oubre

Common Values

Value	Count	Frequency (%)
Offensive rebound by Team	7946	1.3%
Defensive rebound by Team	2807	0.5%
End of 3rd quarter	1342	0.2%
End of Game	1324	0.2%
End of 1st quarter	1308	0.2%
End of 2nd quarter	1271	0.2%
End of 4th quarter	1080	0.2%
Official timeout	820	0.1%
Turnover by Team (shot clock)	731	0.1%
Defensive rebound by A. Drummond	420	0.1%
Other values (111967)	288069	47.4%
(Missing)	301043	49.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
by	186112	7.7%
from	107288	4.4%
ft	107207	4.4%
shot	79331	3.3%
jump	76866	3.2%
2-pt	75435	3.1%
makes	74479	3.1%
misses	69344	2.9%
rebound	68073	2.8%
j	58091	2.4%
Other values (1009)	1513560	62.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

awayscore
Categorical

HIGH CARDINALITY

Distinct	542
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

0	9287
2	7577
17	6000
25	5971
23	5955
Other values (537)	573371

Length

Max length	32
Median length	2
Mean length	2.058255955
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	90 ?
Unique (%)	< 0.1%

Sample

1st row	2
2nd row	4
3rd row	4
4th row	6
5th row	8

Common Values

Value	Count	Frequency (%)
0	9287	1.5%
2	7577	1.2%
17	6000	1.0%
25	5971	1.0%
23	5955	1.0%
32	5926	1.0%
81	5911	1.0%
26	5896	1.0%
43	5891	1.0%
53	5888	1.0%
Other values (532)	543859	89.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9287	1.5%
2	7577	1.2%
17	6000	1.0%
25	5971	1.0%
23	5955	1.0%
32	5926	1.0%
81	5911	1.0%
26	5896	1.0%
43	5891	1.0%
53	5888	1.0%
Other values (510)	548806	89.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

hometeam
Categorical

HIGH CARDINALITY

Distinct	162
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

GSW	22873
TOR	22652
BOS	22427
HOU	22091
LAC	21232
Other values (157)	496886

Length

Max length	3
Median length	3
Mean length	2.997332943
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	BRK
2nd row	BRK
3rd row	BRK
4th row	BRK
5th row	BRK

Common Values

Value	Count	Frequency (%)
GSW	22873	3.8%
TOR	22652	3.7%
BOS	22427	3.7%
HOU	22091	3.6%
LAC	21232	3.5%
OKC	21146	3.5%
POR	21107	3.5%
PHI	21069	3.5%
MIL	20974	3.4%
CLE	20962	3.4%
Other values (152)	391628	64.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
gsw	22873	3.8%
tor	22652	3.7%
bos	22427	3.7%
hou	22091	3.6%
lac	21232	3.5%
okc	21146	3.5%
por	21107	3.5%
phi	21069	3.5%
mil	20974	3.4%
cle	20962	3.4%
Other values (152)	391628	64.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

homeplay
Categorical

HIGH CARDINALITY
MISSING

Distinct	108871
Distinct (%)	36.0%
Missing	305494
Missing (%)	50.2%
Memory size	4.6 MiB

Offensive rebound by Team	8116
Defensive rebound by Team	2793
Turnover by Team (shot clock)	744
Defensive rebound by D. Green	451
Defensive rebound by D. Jordan	419
Other values (108866)	290144

Length

Max length	79
Median length	39
Mean length	39.97962447
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	78426 ?
Unique (%)	25.9%

Sample

1st row	K. Irving makes 2-pt jump shot from 22 ft (assist by K. Durant)
2nd row	Defensive rebound by K. Irving
3rd row	S. Dinwiddie misses 3-pt jump shot from 26 ft
4th row	K. Irving misses 3-pt jump shot from 25 ft
5th row	Offensive rebound by Team

Common Values

Value	Count	Frequency (%)
Offensive rebound by Team	8116	1.3%
Defensive rebound by Team	2793	0.5%
Turnover by Team (shot clock)	744	0.1%
Defensive rebound by D. Green	451	0.1%
Defensive rebound by D. Jordan	419	0.1%
Defensive rebound by A. Drummond	378	0.1%
Defensive rebound by G. Antetokounmpo	372	0.1%
Defensive rebound by M. Morris	364	0.1%
Defensive rebound by R. Gobert	357	0.1%
Defensive rebound by H. Whiteside	346	0.1%
Other values (108861)	288327	47.4%
(Missing)	305494	50.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
by	190493	8.0%
from	106934	4.5%
ft	106857	4.5%
shot	78052	3.3%
makes	76560	3.2%
2-pt	76043	3.2%
jump	73387	3.1%
rebound	69913	2.9%
misses	68776	2.9%
j	58040	2.4%
Other values (1023)	1488578	62.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

homescore
Categorical

HIGH CARDINALITY

Distinct	544
Distinct (%)	0.1%
Missing	1649
Missing (%)	0.3%
Memory size	4.6 MiB

0	8871
2	7160
36	5886
39	5848
40	5843
Other values (539)	572904

Length

Max length	32
Median length	2
Mean length	2.079709882
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	77 ?
Unique (%)	< 0.1%

Sample

1st row	2
2nd row	10
3rd row	10
4th row	10
5th row	13

Common Values

Value	Count	Frequency (%)
0	8871	1.5%
2	7160	1.2%
36	5886	1.0%
39	5848	1.0%
40	5843	1.0%
20	5839	1.0%
31	5834	1.0%
18	5798	1.0%
29	5797	1.0%
75	5793	1.0%
Other values (534)	543843	89.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	8871	1.5%
2	7160	1.2%
36	5886	1.0%
39	5848	1.0%
40	5843	1.0%
20	5839	1.0%
31	5834	1.0%
18	5798	0.9%
29	5797	0.9%
75	5793	0.9%
Other values (514)	548989	89.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

shooter
Categorical

HIGH CARDINALITY
MISSING

Distinct	1113
Distinct (%)	0.5%
Missing	376103
Missing (%)	61.8%
Memory size	4.6 MiB

J. Harden - hardeja01	1859
R. Westbrook - westbru01	1761
L. James - jamesle01	1751
D. Lillard - lillada01	1651
C. McCollum - mccolcj01	1584
Other values (1108)	223452

Length

Max length	33
Median length	21
Mean length	21.18468659
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	47 ?
Unique (%)	< 0.1%

Sample

1st row	K. Irving - irvinky01
2nd row	S. Dinwiddie - dinwisp01
3rd row	K. Irving - irvinky01
4th row	S. Curry - curryst01
5th row	J. Harris - harrijo01

Common Values

Value	Count	Frequency (%)
J. Harden - hardeja01	1859	0.3%
R. Westbrook - westbru01	1761	0.3%
L. James - jamesle01	1751	0.3%
D. Lillard - lillada01	1651	0.3%
C. McCollum - mccolcj01	1584	0.3%
D. DeRozan - derozde01	1535	0.3%
P. George - georgpa01	1445	0.2%
B. Beal - bealbr01	1440	0.2%
K. Walker - walkeke02	1427	0.2%
A. Davis - davisan02	1390	0.2%
Other values (1103)	216215	35.6%
(Missing)	376103	61.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	228695	24.9%
j	34303	3.7%
d	28722	3.1%
k	19511	2.1%
t	17387	1.9%
m	17387	1.9%
a	13940	1.5%
r	11960	1.3%
b	11108	1.2%
c	10730	1.2%
Other values (1879)	524851	57.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

shottype
Categorical

HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	379466
Missing (%)	62.4%
Memory size	4.6 MiB

3-pt jump shot	77220
2-pt jump shot	70607
2-pt layup	60628
2-pt dunk	12167
2-pt hook shot	8069
Other values (3)	4

Length

Max length	14
Median length	14
Mean length	12.67352588
Min length	9

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	2-pt jump shot
2nd row	3-pt jump shot
3rd row	3-pt jump shot
4th row	3-pt jump shot
5th row	3-pt jump shot

Common Values

Value	Count	Frequency (%)
3-pt jump shot	77220	12.7%
2-pt jump shot	70607	11.6%
2-pt layup	60628	10.0%
2-pt dunk	12167	2.0%
2-pt hook shot	8069	1.3%
3-pt layup	2	< 0.1%
2-pt tip-in	1	< 0.1%
3-pt hook shot	1	< 0.1%
(Missing)	379466	62.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
shot	155897	25.4%
2-pt	151472	24.7%
jump	147827	24.1%
3-pt	77223	12.6%
layup	60630	9.9%
dunk	12167	2.0%
hook	8070	1.3%
tip-in	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

shotoutcome
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	379466
Missing (%)	62.4%
Memory size	4.6 MiB

miss	124039
make	104656

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	make
2nd row	miss
3rd row	miss
4th row	miss
5th row	miss

Common Values

Value	Count	Frequency (%)
miss	124039	20.4%
make	104656	17.2%
(Missing)	379466	62.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
miss	124039	54.2%
make	104656	45.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

shotdist
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	88
Distinct (%)	< 0.1%
Missing	379466
Missing (%)	62.4%
Infinite	0
Infinite (%)	0.0%
Mean	13.32656158

Minimum	0
Maximum	87
Zeros	14631
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	13
Q3	24
95-th percentile	27
Maximum	87
Range	87
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	10.44787954
Coefficient of variation (CV)	0.7839891394
Kurtosis	-0.5406191373
Mean	13.32656158
Median Absolute Deviation (MAD)	11
Skewness	0.2586792548
Sum	3047718
Variance	109.1581869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	25326	4.2%
25	22112	3.6%
2	21277	3.5%
26	16689	2.7%
0	14631	2.4%
24	13038	2.1%
23	10548	1.7%
3	10027	1.6%
27	6917	1.1%
4	6348	1.0%
Other values (78)	81782	13.4%
(Missing)	379466	62.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14631	2.4%
1	25326	4.2%
2	21277	3.5%
3	10027	1.6%
4	6348	1.0%
5	5375	0.9%
6	5161	0.8%
7	4509	0.7%
8	4284	0.7%
9	3773	0.6%

Value	Count	Frequency (%)
87	1	< 0.1%
86	4	< 0.1%
85	2	< 0.1%
84	2	< 0.1%
83	9	< 0.1%
82	8	< 0.1%
81	9	< 0.1%
80	5	< 0.1%
79	4	< 0.1%
78	6	< 0.1%

assister
Categorical

HIGH CARDINALITY
MISSING

Distinct	878
Distinct (%)	1.4%
Missing	546664
Missing (%)	89.9%
Memory size	4.6 MiB

R. Westbrook - westbru01	833
J. Harden - hardeja01	776
L. James - jamesle01	750
R. Rubio - rubiori01	602
D. Green - greendr01	602
Other values (873)	57934

Length

Max length	33
Median length	21
Mean length	21.39164512
Min length	14

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	80 ?
Unique (%)	0.1%

Sample

1st row	K. Durant - duranke01
2nd row	S. Curry - curryst01
3rd row	S. Curry - curryst01
4th row	J. Toscano-Anderson - toscaju01
5th row	K. Bazemore - bazemke01

Common Values

Value	Count	Frequency (%)
R. Westbrook - westbru01	833	0.1%
J. Harden - hardeja01	776	0.1%
L. James - jamesle01	750	0.1%
R. Rubio - rubiori01	602	0.1%
D. Green - greendr01	602	0.1%
K. Lowry - lowryky01	600	0.1%
D. Lillard - lillada01	576	0.1%
C. Paul - paulch01	574	0.1%
R. Rondo - rondora01	545	0.1%
J. Wall - walljo01	510	0.1%
Other values (868)	55129	9.1%
(Missing)	546664	89.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	61497	25.0%
j	9323	3.8%
d	8452	3.4%
k	4722	1.9%
t	4663	1.9%
m	4662	1.9%
r	4101	1.7%
a	3100	1.3%
b	2861	1.2%
c	2688	1.1%
Other values (1576)	139992	56.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

blocker
Categorical

HIGH CARDINALITY
MISSING

Distinct	742
Distinct (%)	5.7%
Missing	595235
Missing (%)	97.9%
Memory size	4.6 MiB

R. Gobert - goberru01	189
H. Whiteside - whiteha01	179
M. Turner - turnemy01	178
A. Davis - davisan02	168
B. Lopez - lopezbr01	145
Other values (737)	12067

Length

Max length	33
Median length	21
Mean length	21.40345041
Min length	14

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	123 ?
Unique (%)	1.0%

Sample

1st row	J. Allen - allenja01
2nd row	L. Kennard - kennalu01
3rd row	T. Rozier - roziete01
4th row	C. Zeller - zelleco01
5th row	J. McGee - mcgeeja01

Common Values

Value	Count	Frequency (%)
R. Gobert - goberru01	189	< 0.1%
H. Whiteside - whiteha01	179	< 0.1%
M. Turner - turnemy01	178	< 0.1%
A. Davis - davisan02	168	< 0.1%
B. Lopez - lopezbr01	145	< 0.1%
G. Antetokounmpo - antetgi01	134	< 0.1%
S. Ibaka - ibakase01	127	< 0.1%
C. Capela - capelca01	123	< 0.1%
D. Green - greendr01	119	< 0.1%
L. Aldridge - aldrila01	119	< 0.1%
Other values (732)	11445	1.9%
(Missing)	595235	97.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	12926	25.0%
j	2018	3.9%
d	1511	2.9%
m	1266	2.4%
a	1094	2.1%
k	1029	2.0%
t	783	1.5%
r	739	1.4%
b	565	1.1%
c	558	1.1%
Other values (1345)	29259	56.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

foultype
Categorical

MISSING

Distinct	14
Distinct (%)	< 0.1%
Missing	552823
Missing (%)	90.9%
Memory size	4.6 MiB

shooting	24871
personal	18183
offensive	3810
loose ball	3192
personal take	1647
Other values (9)	3635

Length

Max length	16
Median length	8
Mean length	8.648866963
Min length	7

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	shooting
2nd row	offensive
3rd row	loose ball
4th row	shooting
5th row	personal

Common Values

Value	Count	Frequency (%)
shooting	24871	4.1%
personal	18183	3.0%
offensive	3810	0.6%
loose ball	3192	0.5%
personal take	1647	0.3%
technical	1006	0.2%
offensive charge	896	0.1%
shooting block	590	0.1%
personal block	490	0.1%
def 3 sec tech	346	0.1%
Other values (4)	307	0.1%
(Missing)	552823	90.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
shooting	25461	40.1%
personal	20320	32.0%
offensive	4706	7.4%
loose	3192	5.0%
ball	3192	5.0%
take	1647	2.6%
block	1080	1.7%
technical	1006	1.6%
charge	896	1.4%
sec	346	0.5%
Other values (10)	1620	2.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

fouler
Categorical

HIGH CARDINALITY
MISSING

Distinct	944
Distinct (%)	1.7%
Missing	552823
Missing (%)	90.9%
Memory size	4.6 MiB

G. Antetokounmpo - antetgi01	290
D. Green - greendr01	281
J. Harden - hardeja01	280
A. Drummond - drumman01	275
S. Ibaka - ibakase01	274
Other values (939)	53938

Length

Max length	33
Median length	21
Mean length	21.49067549
Min length	12

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	71 ?
Unique (%)	0.1%

Sample

1st row	T. Prince - princta02
2nd row	J. Wiseman - wisemja01
3rd row	K. Irving - irvinky01
4th row	K. Durant - duranke01
5th row	J. Toscano-Anderson - toscaju01

Common Values

Value	Count	Frequency (%)
G. Antetokounmpo - antetgi01	290	< 0.1%
D. Green - greendr01	281	< 0.1%
J. Harden - hardeja01	280	< 0.1%
A. Drummond - drumman01	275	< 0.1%
S. Ibaka - ibakase01	274	< 0.1%
P. Tucker - tuckepj01	267	< 0.1%
M. Plumlee - plumlma01	265	< 0.1%
N. Jokić - jokicni01	262	< 0.1%
M. Morris - morrima02	260	< 0.1%
D. Howard - howardw01	257	< 0.1%
Other values (934)	52627	8.7%
(Missing)	552823	90.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	55338	25.0%
j	8509	3.8%
d	6663	3.0%
m	4861	2.2%
t	4275	1.9%
k	4106	1.9%
a	3599	1.6%
r	3134	1.4%
c	2509	1.1%
b	2381	1.1%
Other values (1688)	126131	56.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

fouled
Categorical

HIGH CARDINALITY
MISSING

Distinct	867
Distinct (%)	1.7%
Missing	556053
Missing (%)	91.4%
Memory size	4.6 MiB

J. Harden - hardeja01	592
G. Antetokounmpo - antetgi01	549
A. Davis - davisan02	508
L. James - jamesle01	487
D. Lillard - lillada01	458
Other values (862)	49514

Length

Max length	33
Median length	21
Mean length	21.49397405
Min length	7

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	83 ?
Unique (%)	0.2%

Sample

1st row	A. Wiggins - wiggian01
2nd row	K. Durant - duranke01
3rd row	J. Toscano-Anderson - toscaju01
4th row	J. Wiseman - wisemja01
5th row	D. Jordan - jordade01

Common Values

Value	Count	Frequency (%)
J. Harden - hardeja01	592	0.1%
G. Antetokounmpo - antetgi01	549	0.1%
A. Davis - davisan02	508	0.1%
L. James - jamesle01	487	0.1%
D. Lillard - lillada01	458	0.1%
D. DeRozan - derozde01	458	0.1%
R. Westbrook - westbru01	450	0.1%
J. Butler - butleji01	407	0.1%
R. Gobert - goberru01	400	0.1%
P. George - georgpa01	390	0.1%
Other values (857)	47409	7.8%
(Missing)	556053	91.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	52108	25.0%
j	8102	3.9%
d	7113	3.4%
k	4343	2.1%
m	4069	2.0%
t	3437	1.6%
a	3349	1.6%
r	2841	1.4%
b	2620	1.3%
c	2196	1.1%
Other values (1557)	118357	56.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

rebounder
Categorical

HIGH CARDINALITY
MISSING

Distinct	936
Distinct (%)	0.7%
Missing	470175
Missing (%)	77.3%
Memory size	4.6 MiB

Team	21662
A. Drummond - drumman01	1172
D. Jordan - jordade01	1055
H. Whiteside - whiteha01	915
R. Gobert - goberru01	911
Other values (931)	112271

Length

Max length	33
Median length	21
Mean length	18.73998811
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	52 ?
Unique (%)	< 0.1%

Sample

1st row	K. Irving - irvinky01
2nd row	Team
3rd row	J. Harris - harrijo01
4th row	K. Oubre - oubreke01
5th row	K. Oubre - oubreke01

Common Values

Value	Count	Frequency (%)
Team	21662	3.6%
A. Drummond - drumman01	1172	0.2%
D. Jordan - jordade01	1055	0.2%
H. Whiteside - whiteha01	915	0.2%
R. Gobert - goberru01	911	0.1%
G. Antetokounmpo - antetgi01	904	0.1%
N. Jokić - jokicni01	867	0.1%
K. Towns - townska01	853	0.1%
A. Davis - davisan02	832	0.1%
L. James - jamesle01	771	0.1%
Other values (926)	108044	17.8%
(Missing)	470175	77.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	116324	23.9%
team	21662	4.4%
j	16795	3.4%
d	14098	2.9%
m	9376	1.9%
t	9104	1.9%
k	8890	1.8%
a	8403	1.7%
r	6467	1.3%
b	5275	1.1%
Other values (1672)	270845	55.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

reboundtype
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	470175
Missing (%)	77.3%
Memory size	4.6 MiB

defensive	95141
offensive	42845

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	defensive
2nd row	offensive
3rd row	offensive
4th row	offensive
5th row	offensive

Common Values

Value	Count	Frequency (%)
defensive	95141	15.6%
offensive	42845	7.0%
(Missing)	470175	77.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
defensive	95141	68.9%
offensive	42845	31.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

violationplayer
Categorical

HIGH CARDINALITY
MISSING

Distinct	346
Distinct (%)	16.0%
Missing	605996
Missing (%)	99.6%
Memory size	4.6 MiB

Team	1145
K. Towns - townska01	17
M. Plumlee - plumlma01	16
D. Jordan - jordade01	15
G. Dieng - dienggo01	14
Other values (341)	958

Length

Max length	31
Median length	4
Mean length	12.18752887
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	136 ?
Unique (%)	6.3%

Sample

1st row	Team
2nd row	Team
3rd row	Team
4th row	Team
5th row	Team

Common Values

Value	Count	Frequency (%)
Team	1145	0.2%
K. Towns - townska01	17	< 0.1%
M. Plumlee - plumlma01	16	< 0.1%
D. Jordan - jordade01	15	< 0.1%
G. Dieng - dienggo01	14	< 0.1%
J. Henson - hensojo01	14	< 0.1%
D. Howard - howardw01	13	< 0.1%
A. Drummond - drumman01	12	< 0.1%
P. Patterson - pattepa01	12	< 0.1%
W. Barton - bartowi01	12	< 0.1%
Other values (336)	895	0.1%
(Missing)	605996	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
team	1145	21.9%
	1020	19.5%
j	137	2.6%
d	125	2.4%
m	100	1.9%
k	88	1.7%
a	69	1.3%
t	65	1.2%
s	55	1.1%
r	51	1.0%
Other values (664)	2372	45.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

violationtype
Categorical

MISSING

Distinct	6
Distinct (%)	0.3%
Missing	605996
Missing (%)	99.6%
Memory size	4.6 MiB

kicked ball	1037
def goaltending	617
delay of game	313
jump ball	152
lane	37

Length

Max length	15
Median length	11
Mean length	12.16905312
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	kicked ball
2nd row	delay of game
3rd row	def goaltending
4th row	def goaltending
5th row	delay of game

Common Values

Value	Count	Frequency (%)
kicked ball	1037	0.2%
def goaltending	617	0.1%
delay of game	313	0.1%
jump ball	152	< 0.1%
lane	37	< 0.1%
double lane	9	< 0.1%
(Missing)	605996	99.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
ball	1189	25.8%
kicked	1037	22.5%
def	617	13.4%
goaltending	617	13.4%
delay	313	6.8%
of	313	6.8%
game	313	6.8%
jump	152	3.3%
lane	46	1.0%
double	9	0.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

timeoutteam
Categorical

HIGH CORRELATION
MISSING

Distinct	30
Distinct (%)	0.2%
Missing	592310
Missing (%)	97.4%
Memory size	4.6 MiB

MEM	572
PHI	565
TOR	565
DEN	561
OKC	557
Other values (25)	13031

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	LAL
2nd row	LAC
3rd row	CHO
4th row	CHO
5th row	CLE

Common Values

Value	Count	Frequency (%)
MEM	572	0.1%
PHI	565	0.1%
TOR	565	0.1%
DEN	561	0.1%
OKC	557	0.1%
GSW	554	0.1%
MIA	554	0.1%
IND	553	0.1%
DAL	553	0.1%
MIN	551	0.1%
Other values (20)	10266	1.7%
(Missing)	592310	97.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mem	572	3.6%
phi	565	3.6%
tor	565	3.6%
den	561	3.5%
okc	557	3.5%
gsw	554	3.5%
mia	554	3.5%
ind	553	3.5%
dal	553	3.5%
min	551	3.5%
Other values (20)	10266	64.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

freethrowshooter
Categorical

HIGH CARDINALITY
MISSING

Distinct	873
Distinct (%)	1.4%
Missing	547711
Missing (%)	90.1%
Memory size	4.6 MiB

J. Harden - hardeja01	934
G. Antetokounmpo - antetgi01	709
D. DeRozan - derozde01	657
R. Westbrook - westbru01	621
L. James - jamesle01	612
Other values (868)	56917

Length

Max length	33
Median length	21
Mean length	21.51629446
Min length	14

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	81 ?
Unique (%)	0.1%

Sample

1st row	A. Wiggins - wiggian01
2nd row	T. Prince - princta02
3rd row	S. Dinwiddie - dinwisp01
4th row	K. Durant - duranke01
5th row	D. Jordan - jordade01

Common Values

Value	Count	Frequency (%)
J. Harden - hardeja01	934	0.2%
G. Antetokounmpo - antetgi01	709	0.1%
D. DeRozan - derozde01	657	0.1%
R. Westbrook - westbru01	621	0.1%
L. James - jamesle01	612	0.1%
J. Butler - butleji01	597	0.1%
A. Davis - davisan02	583	0.1%
D. Lillard - lillada01	580	0.1%
K. Durant - duranke01	502	0.1%
K. Leonard - leonaka01	480	0.1%
Other values (863)	54175	8.9%
(Missing)	547711	90.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	60450	25.0%
j	9551	3.9%
d	8297	3.4%
k	5316	2.2%
m	4350	1.8%
t	3912	1.6%
a	3790	1.6%
r	3297	1.4%
b	3068	1.3%
c	2556	1.1%
Other values (1566)	137341	56.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

freethrowoutcome
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	547711
Missing (%)	90.1%
Memory size	4.6 MiB

make	46379
miss	14071

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	make
2nd row	miss
3rd row	make
4th row	make
5th row	miss

Common Values

Value	Count	Frequency (%)
make	46379	7.6%
miss	14071	2.3%
(Missing)	547711	90.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
make	46379	76.7%
miss	14071	23.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

freethrownum
Categorical

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	547711
Missing (%)	90.1%
Memory size	4.6 MiB

1 of 2	25107
2 of 2	24763
1 of 1	6093
technical	1441
3 of 3	1039
Other values (2)	2007

Length

Max length	9
Median length	6
Mean length	6.071513648
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2 of 2
2nd row	1 of 2
3rd row	1 of 2
4th row	2 of 2
5th row	2 of 2

Common Values

Value	Count	Frequency (%)
1 of 2	25107	4.1%
2 of 2	24763	4.1%
1 of 1	6093	1.0%
technical	1441	0.2%
3 of 3	1039	0.2%
2 of 3	1008	0.2%
1 of 3	999	0.2%
(Missing)	547711	90.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
2	75641	42.4%
of	59009	33.1%
1	38292	21.5%
3	4085	2.3%
technical	1441	0.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

entergame
Categorical

HIGH CARDINALITY
MISSING

Distinct	969
Distinct (%)	1.6%
Missing	547406
Missing (%)	90.0%
Memory size	4.6 MiB

P. Mills - millspa02	305
J. Ingles - inglejo01	272
C. Joseph - josepco01	270
A. Iguodala - iguodan01	253
M. Smart - smartma01	250
Other values (964)	59405

Length

Max length	33
Median length	21
Mean length	21.50341536
Min length	14

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	58 ?
Unique (%)	0.1%

Sample

1st row	J. Allen - allenja01
2nd row	S. Curry - curryst01
3rd row	J. Toscano-Anderson - toscaju01
4th row	M. Chriss - chrisma01
5th row	A. Wiggins - wiggian01

Common Values

Value	Count	Frequency (%)
P. Mills - millspa02	305	0.1%
J. Ingles - inglejo01	272	< 0.1%
C. Joseph - josepco01	270	< 0.1%
A. Iguodala - iguodan01	253	< 0.1%
M. Smart - smartma01	250	< 0.1%
T. McConnell - mccontj01	247	< 0.1%
E. İlyasova - ilyaser01	240	< 0.1%
K. Korver - korveky01	234	< 0.1%
M. Belinelli - belinma01	231	< 0.1%
L. Williams - willilo02	231	< 0.1%
Other values (959)	58222	9.6%
(Missing)	547406	90.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	60755	25.0%
j	9194	3.8%
d	6999	2.9%
m	5401	2.2%
t	5300	2.2%
a	4001	1.6%
k	3965	1.6%
r	3168	1.3%
c	3008	1.2%
s	2638	1.1%
Other values (1731)	138870	57.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

leavegame
Categorical

HIGH CARDINALITY
MISSING

Distinct	887
Distinct (%)	1.5%
Missing	547406
Missing (%)	90.0%
Memory size	4.6 MiB

A. Horford - horfoal01	290
D. Green - greenda02	284
G. Antetokounmpo - antetgi01	283
B. Lopez - lopezbr01	280
C. McCollum - mccolcj01	280
Other values (882)	59338

Length

Max length	33
Median length	21
Mean length	21.50654267
Min length	16

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	58 ?
Unique (%)	0.1%

Sample

1st row	D. Jordan - jordade01
2nd row	A. Wiggins - wiggian01
3rd row	B. Wanamaker - wanambr01
4th row	K. Looney - looneke01
5th row	K. Oubre - oubreke01

Common Values

Value	Count	Frequency (%)
A. Horford - horfoal01	290	< 0.1%
D. Green - greenda02	284	< 0.1%
G. Antetokounmpo - antetgi01	283	< 0.1%
B. Lopez - lopezbr01	280	< 0.1%
C. McCollum - mccolcj01	280	< 0.1%
J. Ingles - inglejo01	275	< 0.1%
C. Capela - capelca01	273	< 0.1%
S. Adams - adamsst01	271	< 0.1%
J. Redick - redicjj01	271	< 0.1%
N. Jokić - jokicni01	260	< 0.1%
Other values (877)	57988	9.5%
(Missing)	547406	90.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	60755	25.0%
j	9192	3.8%
d	7480	3.1%
t	5013	2.1%
m	4989	2.1%
k	4294	1.8%
a	3981	1.6%
r	3361	1.4%
c	2853	1.2%
b	2748	1.1%
Other values (1592)	138637	57.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

turnoverplayer
Categorical

HIGH CARDINALITY
MISSING

Distinct	845
Distinct (%)	2.5%
Missing	574146
Missing (%)	94.4%
Memory size	4.6 MiB

Team	1532
R. Westbrook - westbru01	369
J. Harden - hardeja01	347
L. James - jamesle01	322
G. Antetokounmpo - antetgi01	242
Other values (840)	31203

Length

Max length	33
Median length	21
Mean length	20.65244745
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	82 ?
Unique (%)	0.2%

Sample

1st row	K. Oubre - oubreke01
2nd row	K. Oubre - oubreke01
3rd row	A. Wiggins - wiggian01
4th row	D. Jordan - jordade01
5th row	D. Jordan - jordade01

Common Values

Value	Count	Frequency (%)
Team	1532	0.3%
R. Westbrook - westbru01	369	0.1%
J. Harden - hardeja01	347	0.1%
L. James - jamesle01	322	0.1%
G. Antetokounmpo - antetgi01	242	< 0.1%
D. Green - greendr01	240	< 0.1%
S. Curry - curryst01	239	< 0.1%
D. Lillard - lillada01	227	< 0.1%
P. George - georgpa01	212	< 0.1%
J. Wall - walljo01	208	< 0.1%
Other values (835)	30077	4.9%
(Missing)	574146	94.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	32483	24.7%
j	5089	3.9%
d	4140	3.1%
k	2623	2.0%
m	2484	1.9%
t	2373	1.8%
r	1959	1.5%
a	1864	1.4%
b	1629	1.2%
team	1532	1.2%
Other values (1518)	75364	57.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

turnovertype
Categorical

HIGH CARDINALITY
MISSING

Distinct	453
Distinct (%)	1.2%
Missing	570756
Missing (%)	93.8%
Memory size	4.6 MiB

bad pass	15310
lost ball	6925
offensive foul	4606
traveling	2398
shot clock	1475
Other values (448)	6691

Length

Max length	33
Median length	9
Mean length	11.05223901
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	54 ?
Unique (%)	0.1%

Sample

1st row	offensive foul
2nd row	bad pass
3rd row	traveling
4th row	offensive foul
5th row	lost ball

Common Values

Value	Count	Frequency (%)
bad pass	15310	2.5%
lost ball	6925	1.1%
offensive foul	4606	0.8%
traveling	2398	0.4%
shot clock	1475	0.2%
out of bounds lost ball	1157	0.2%
step out of bounds	852	0.1%
turnover	313	0.1%
3 sec	277	< 0.1%
back court	165	< 0.1%
Other values (443)	3927	0.6%
(Missing)	570756	93.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
bad	15310	18.2%
pass	15310	18.2%
ball	8126	9.7%
lost	8082	9.6%
offensive	4702	5.6%
foul	4606	5.5%
	3363	4.0%
traveling	2398	2.9%
of	2009	2.4%
bounds	2009	2.4%
Other values (840)	18002	21.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

turnovercause
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	587928
Missing (%)	96.7%
Memory size	4.6 MiB

steal	16870
bad pass	2141
lost ball	1221
turnover	1

Length

Max length	9
Median length	5
Mean length	5.558987792
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	steal
2nd row	steal
3rd row	steal
4th row	steal
5th row	steal

Common Values

Value	Count	Frequency (%)
steal	16870	2.8%
bad pass	2141	0.4%
lost ball	1221	0.2%
turnover	1	< 0.1%
(Missing)	587928	96.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
steal	16870	71.5%
bad	2141	9.1%
pass	2141	9.1%
lost	1221	5.2%
ball	1221	5.2%
turnover	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

turnovercauser
Categorical

HIGH CARDINALITY
MISSING

Distinct	766
Distinct (%)	3.8%
Missing	587928
Missing (%)	96.7%
Memory size	4.6 MiB

steal	3363
P. George - georgpa01	145
R. Westbrook - westbru01	134
S. Curry - curryst01	130
D. Green - greendr01	123
Other values (761)	16338

Length

Max length	33
Median length	21
Mean length	18.70775466
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	98 ?
Unique (%)	0.5%

Sample

1st row	J. Green - greenje02
2nd row	J. Wiseman - wisemja01
3rd row	K. Durant - duranke01
4th row	D. Jordan - jordade01
5th row	T. Johnson - johnsty01

Common Values

Value	Count	Frequency (%)
steal	3363	0.6%
P. George - georgpa01	145	< 0.1%
R. Westbrook - westbru01	134	< 0.1%
S. Curry - curryst01	130	< 0.1%
D. Green - greendr01	123	< 0.1%
C. Paul - paulch01	122	< 0.1%
J. Harden - hardeja01	118	< 0.1%
R. Rubio - rubiori01	117	< 0.1%
P. Tucker - tuckepj01	113	< 0.1%
M. Smart - smartma01	109	< 0.1%
Other values (756)	15759	2.6%
(Missing)	587928	96.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	16870	23.8%
steal	3363	4.7%
j	2486	3.5%
d	1946	2.7%
t	1423	2.0%
m	1373	1.9%
k	1335	1.9%
a	1048	1.5%
r	1020	1.4%
s	753	1.1%
Other values (1380)	39317	55.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

jumpballawayplayer
Categorical

HIGH CARDINALITY
MISSING

Distinct	559
Distinct (%)	10.1%
Missing	602617
Missing (%)	99.1%
Memory size	4.6 MiB

S. Adams - adamsst01	96
A. Drummond - drumman01	88
A. Davis - davisan02	67
M. Gasol - gasolma01	66
B. Lopez - lopezbr01	57
Other values (554)	5170

Length

Max length	33
Median length	21
Mean length	21.47276335
Min length	16

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	98 ?
Unique (%)	1.8%

Sample

1st row	C. Sexton - sextoco01
2nd row	T. Bryant - bryanth01
3rd row	M. Bagley - baglema01
4th row	S. Ibaka - ibakase01
5th row	A. Drummond - drumman01

Common Values

Value	Count	Frequency (%)
S. Adams - adamsst01	96	< 0.1%
A. Drummond - drumman01	88	< 0.1%
A. Davis - davisan02	67	< 0.1%
M. Gasol - gasolma01	66	< 0.1%
B. Lopez - lopezbr01	57	< 0.1%
N. Jokić - jokicni01	56	< 0.1%
R. Gobert - goberru01	53	< 0.1%
A. Horford - horfoal01	50	< 0.1%
C. Capela - capelca01	48	< 0.1%
J. Butler - butleji01	48	< 0.1%
Other values (549)	4915	0.8%
(Missing)	602617	99.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	5544	25.0%
j	755	3.4%
d	681	3.1%
m	505	2.3%
a	453	2.0%
t	407	1.8%
k	390	1.8%
b	317	1.4%
r	311	1.4%
c	249	1.1%
Other values (1040)	12568	56.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

jumpballhomeplayer
Categorical

HIGH CARDINALITY
MISSING

Distinct	398
Distinct (%)	18.2%
Missing	605980
Missing (%)	99.6%
Memory size	4.6 MiB

K. Towns - townska01	66
J. Valančiūnas - valanjo01	61
N. Vučević - vucevni01	51
M. Turner - turnemy01	51
H. Whiteside - whiteha01	44
Other values (393)	1908

Length

Max length	33
Median length	21
Mean length	21.42457588
Min length	14

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	161 ?
Unique (%)	7.4%

Sample

1st row	P. Washington - washipj01
2nd row	J. Embiid - embiijo01
3rd row	N. Jokić - jokicni01
4th row	N. Jokić - jokicni01
5th row	M. Plumlee - plumlma01

Common Values

Value	Count	Frequency (%)
K. Towns - townska01	66	< 0.1%
J. Valančiūnas - valanjo01	61	< 0.1%
N. Vučević - vucevni01	51	< 0.1%
M. Turner - turnemy01	51	< 0.1%
H. Whiteside - whiteha01	44	< 0.1%
T. Thompson - thomptr01	43	< 0.1%
D. Jordan - jordade01	42	< 0.1%
M. Plumlee - plumlma01	40	< 0.1%
R. Lopez - lopezro01	40	< 0.1%
A. Drummond - drumman01	39	< 0.1%
Other values (388)	1704	0.3%
(Missing)	605980	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	2181	25.0%
j	337	3.9%
d	233	2.7%
m	209	2.4%
a	190	2.2%
t	163	1.9%
k	160	1.8%
r	132	1.5%
n	123	1.4%
b	105	1.2%
Other values (749)	4891	56.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

jumpballposs
Categorical

HIGH CARDINALITY
MISSING

Distinct	473
Distinct (%)	21.7%
Missing	605980
Missing (%)	99.6%
Memory size	4.6 MiB

R. Jackson - jacksre01	32
G. Antetokounmpo - antetgi01	28
T. Harris - harrito02	27
T. Gibson - gibsota01	26
S. Ibaka - ibakase01	25
Other values (468)	2043

Length

Max length	33
Median length	21
Mean length	21.51169188
Min length	16

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	145 ?
Unique (%)	6.6%

Sample

1st row	A. Drummond - drumman01
2nd row	S. Curry - curryse01
3rd row	J. Murray - murraja01
4th row	P. Millsap - millspa01
5th row	D. Rose - rosede01

Common Values

Value	Count	Frequency (%)
R. Jackson - jacksre01	32	< 0.1%
G. Antetokounmpo - antetgi01	28	< 0.1%
T. Harris - harrito02	27	< 0.1%
T. Gibson - gibsota01	26	< 0.1%
S. Ibaka - ibakase01	25	< 0.1%
D. Schröder - schrode01	25	< 0.1%
C. Paul - paulch01	24	< 0.1%
D. Green - greendr01	23	< 0.1%
B. Simmons - simmobe01	22	< 0.1%
R. Westbrook - westbru01	21	< 0.1%
Other values (463)	1928	0.3%
(Missing)	605980	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	2181	25.0%
d	319	3.7%
j	307	3.5%
t	196	2.2%
m	163	1.9%
k	153	1.8%
r	133	1.5%
l	106	1.2%
a	102	1.2%
s	97	1.1%
Other values (883)	4968	56.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Phik (φk)

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	url	gametype	location	date	time	winningteam	quarter	secleft	awayteam	awayplay	awayscore	hometeam	homeplay	homescore	shooter	shottype	shotoutcome	shotdist	assister	blocker	foultype	fouler	fouled	rebounder	reboundtype	violationplayer	violationtype	timeoutteam	freethrowshooter	freethrowoutcome	freethrownum	entergame	leavegame	turnoverplayer	turnovertype	turnovercause	turnovercauser	jumpballawayplayer	jumpballhomeplayer	jumpballposs
0	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	682	GSW	None	2	BRK	K. Irving makes 2-pt jump shot from 22 ft (assist by K. Durant)	2	K. Irving - irvinky01	2-pt jump shot	make	22.0	K. Durant - duranke01	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
1	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	591	GSW	None	4	BRK	Defensive rebound by K. Irving	10	None	None	None	None	None	None	None	None	None	K. Irving - irvinky01	defensive	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
2	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	589	GSW	None	4	BRK	S. Dinwiddie misses 3-pt jump shot from 26 ft	10	S. Dinwiddie - dinwisp01	3-pt jump shot	miss	26.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
3	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	550	GSW	None	6	BRK	K. Irving misses 3-pt jump shot from 25 ft	10	K. Irving - irvinky01	3-pt jump shot	miss	25.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
4	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	496	GSW	None	8	BRK	Offensive rebound by Team	13	None	None	None	None	None	None	None	None	None	Team	offensive	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
5	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	489	GSW	None	8	BRK	Offensive rebound by J. Harris	13	None	None	None	None	None	None	None	None	None	J. Harris - harrijo01	offensive	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
6	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	477	GSW	Turnover by K. Oubre (offensive foul)	8	BRK	None	16	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	K. Oubre - oubreke01	offensive foul	None	None	None	None	None
7	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	375	GSW	S. Curry misses 3-pt jump shot from 25 ft	9	BRK	None	23	S. Curry - curryst01	3-pt jump shot	miss	25.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
8	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	360	GSW	None	9	BRK	J. Allen enters the game for D. Jordan	23	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	J. Allen - allenja01	D. Jordan - jordade01	None	None	None	None	None	None	None
9	/boxscores/202012220BRK.html	regular	Barclays Center Brooklyn New York	December 22 2020	7:00 PM	BRK	1	325	GSW	None	9	BRK	J. Harris misses 3-pt jump shot from 25 ft	23	J. Harris - harrijo01	3-pt jump shot	miss	25.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None

Last rows

	url	gametype	location	date	time	winningteam	quarter	secleft	awayteam	awayplay	awayscore	hometeam	homeplay	homescore	shooter	shottype	shotoutcome	shotdist	assister	blocker	foultype	fouler	fouled	rebounder	reboundtype	violationplayer	violationtype	timeoutteam	freethrowshooter	freethrowoutcome	freethrownum	entergame	leavegame	turnoverplayer	turnovertype	turnovercause	turnovercauser	jumpballawayplayer	jumpballhomeplayer	jumpballposs
608151	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	494	CLE	None	102	GSW	K. Durant makes 2-pt dunk at rim (assist by A. Iguodala)	110	K. Durant - duranke01	2-pt dunk	make	0.0	A. Iguodala - iguodan01	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608152	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	470	CLE	L. James misses 2-pt jump shot from 9 ft	102	GSW	None	110	L. James - jamesle01	2-pt jump shot	miss	9.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608153	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	301	CLE	None	106	GSW	K. Durant makes 2-pt layup from 2 ft (assist by S. Curry)	118	K. Durant - duranke01	2-pt layup	make	2.0	S. Curry - curryst01	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608154	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	227	CLE	None	108	GSW	K. Durant misses 2-pt jump shot from 16 ft	122	K. Durant - duranke01	2-pt jump shot	miss	16.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608155	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	218	CLE	L. James makes 2-pt layup from 1 ft	110	GSW	None	122	L. James - jamesle01	2-pt layup	make	1.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608156	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	179	CLE	J. Smith makes 3-pt jump shot from 26 ft	113	GSW	None	124	J. Smith - smithjr01	3-pt jump shot	make	26.0	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608157	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	111	CLE	None	115	GSW	Defensive rebound by D. Green	126	None	None	None	None	None	None	None	None	None	D. Green - greendr01	defensive	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608158	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	65	CLE	None	115	GSW	K. Durant misses 3-pt jump shot from 26 ft (block by L. James)	126	K. Durant - duranke01	3-pt jump shot	miss	26.0	None	L. James - jamesle01	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608159	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	63	CLE	Defensive rebound by L. James	115	GSW	None	126	None	None	None	None	None	None	None	None	None	L. James - jamesle01	defensive	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None
608160	/boxscores/201706120GSW.html	playoff	Oracle Arena Oakland California	June 12 2017	9:00 PM	GSW	4	20	CLE	Defensive rebound by T. Thompson	117	GSW	None	129	None	None	None	None	None	None	None	None	None	T. Thompson - thomptr01	defensive	None	None	None	None	None	None	None	None	None	None	None	None	None	None	None

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category